Pandas Profiling Report - Raw Sample DataFrame

Dataset statistics

Number of variables	16
Number of observations	48895
Missing cells	20141
Missing cells (%)	2.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 MiB
Average record size in memory	128.0 B

Variable types

Numeric	10
Text	3
Categorical	2
DateTime	1

Alerts

`host_id` is highly overall correlated with `id`	High correlation
`id` is highly overall correlated with `host_id`	High correlation
`latitude` is highly overall correlated with `neighbourhood_group`	High correlation
`longitude` is highly overall correlated with `neighbourhood_group`	High correlation
`neighbourhood_group` is highly overall correlated with `latitude` and 1 other fields	High correlation
`number_of_reviews` is highly overall correlated with `reviews_per_month`	High correlation
`reviews_per_month` is highly overall correlated with `number_of_reviews`	High correlation
`last_review` has 10052 (20.6%) missing values	Missing
`reviews_per_month` has 10052 (20.6%) missing values	Missing
`minimum_nights` is highly skewed (γ1 = 21.82727453)	Skewed
`id` has unique values	Unique
`number_of_reviews` has 10052 (20.6%) zeros	Zeros
`availability_365` has 17533 (35.9%) zeros	Zeros

Reproduction

Analysis started	2024-06-19 18:59:47.967505
Analysis finished	2024-06-19 19:00:24.937694
Duration	36.97 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48895
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19017143

Minimum	2539
Maximum	36487245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	2539
5-th percentile	1222382.7
Q1	9471945
median	19677284
Q3	29152178
95-th percentile	35259101
Maximum	36487245
Range	36484706
Interquartile range (IQR)	19680234

Descriptive statistics

Standard deviation	10983108
Coefficient of variation (CV)	0.57753724
Kurtosis	-1.2277483
Mean	19017143
Median Absolute Deviation (MAD)	9908242
Skewness	-0.090257375
Sum	9.2984322 × 10¹¹
Variance	1.2062867 × 10¹⁴
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2539	1	< 0.1%
25583366	1	< 0.1%
25551687	1	< 0.1%
25552076	1	< 0.1%
25554120	1	< 0.1%
25568873	1	< 0.1%
25571627	1	< 0.1%
25572892	1	< 0.1%
25580113	1	< 0.1%
25580283	1	< 0.1%
Other values (48885)	48885	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2539	1	< 0.1%
2595	1	< 0.1%
3647	1	< 0.1%
3831	1	< 0.1%
5022	1	< 0.1%
5099	1	< 0.1%
5121	1	< 0.1%
5178	1	< 0.1%
5203	1	< 0.1%
5238	1	< 0.1%

Value	Count	Frequency (%)
36487245	1	< 0.1%
36485609	1	< 0.1%
36485431	1	< 0.1%
36485057	1	< 0.1%
36484665	1	< 0.1%
36484363	1	< 0.1%
36484087	1	< 0.1%
36483152	1	< 0.1%
36483010	1	< 0.1%
36482809	1	< 0.1%

name
Text

Distinct	47905
Distinct (%)	98.0%
Missing	16
Missing (%)	< 0.1%
Memory size	382.1 KiB

Length

Max length	179
Median length	78
Mean length	36.911148
Min length	1

Characters and Unicode

Total characters	1804180
Distinct characters	776
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	47260 ?
Unique (%)	96.7%

Sample

1st row	Clean & quiet apt home by the park
2nd row	Skylit Midtown Castle
3rd row	THE VILLAGE OF HARLEM....NEW YORK !
4th row	Cozy Entire Floor of Brownstone
5th row	Entire Apt: Spacious Studio/Loft by central park

Value	Count	Frequency (%)
in	16752	5.6%
room	10038	3.4%
	8430	2.8%
bedroom	7601	2.5%
private	7158	2.4%
apartment	6695	2.2%
cozy	4991	1.7%
apt	4618	1.5%
brooklyn	4049	1.4%
studio	3988	1.3%
Other values (12552)	224301	75.1%

Most occurring characters

Value	Count	Frequency (%)
	251424	13.9%
e	124635	6.9%
o	122324	6.8%
t	105261	5.8%
a	103586	5.7%
r	97946	5.4%
i	94651	5.2%
n	94611	5.2%
l	51723	2.9%
m	49121	2.7%
Other values (766)	708898	39.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1804180	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	251424	13.9%
e	124635	6.9%
o	122324	6.8%
t	105261	5.8%
a	103586	5.7%
r	97946	5.4%
i	94651	5.2%
n	94611	5.2%
l	51723	2.9%
m	49121	2.7%
Other values (766)	708898	39.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1804180	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	251424	13.9%
e	124635	6.9%
o	122324	6.8%
t	105261	5.8%
a	103586	5.7%
r	97946	5.4%
i	94651	5.2%
n	94611	5.2%
l	51723	2.9%
m	49121	2.7%
Other values (766)	708898	39.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1804180	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	251424	13.9%
e	124635	6.9%
o	122324	6.8%
t	105261	5.8%
a	103586	5.7%
r	97946	5.4%
i	94651	5.2%
n	94611	5.2%
l	51723	2.9%
m	49121	2.7%
Other values (766)	708898	39.3%

host_id
Real number (ℝ)

HIGH CORRELATION

Distinct	37457
Distinct (%)	76.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67620011

Minimum	2438
Maximum	2.7432131 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	2438
5-th percentile	815564.1
Q1	7822033
median	30793816
Q3	1.0743442 × 10⁸
95-th percentile	2.417646 × 10⁸
Maximum	2.7432131 × 10⁸
Range	2.7431888 × 10⁸
Interquartile range (IQR)	99612390

Descriptive statistics

Standard deviation	78610967
Coefficient of variation (CV)	1.16254
Kurtosis	0.16910576
Mean	67620011
Median Absolute Deviation (MAD)	27543913
Skewness	1.2062139
Sum	3.3062804 × 10¹²
Variance	6.1796841 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
219517861	327	0.7%
107434423	232	0.5%
30283594	121	0.2%
137358866	103	0.2%
16098958	96	0.2%
12243051	96	0.2%
61391963	91	0.2%
22541573	87	0.2%
200380610	65	0.1%
7503643	52	0.1%
Other values (37447)	47625	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2438	1	< 0.1%
2571	1	< 0.1%
2787	6	< 0.1%
2845	2	< 0.1%
2868	1	< 0.1%
2881	2	< 0.1%
3151	1	< 0.1%
3211	1	< 0.1%
3415	1	< 0.1%
3563	1	< 0.1%

Value	Count	Frequency (%)
274321313	1	< 0.1%
274311461	1	< 0.1%
274307600	1	< 0.1%
274298453	1	< 0.1%
274273284	1	< 0.1%
274225617	1	< 0.1%
274195458	1	< 0.1%
274188386	1	< 0.1%
274103383	1	< 0.1%
274079964	1	< 0.1%

host_name
Text

Distinct	11452
Distinct (%)	23.4%
Missing	21
Missing (%)	< 0.1%
Memory size	382.1 KiB

Length

Max length	35
Median length	31
Mean length	6.1248721
Min length	1

Characters and Unicode

Total characters	299347
Distinct characters	204
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6903 ?
Unique (%)	14.1%

Sample

1st row	John
2nd row	Jennifer
3rd row	Elisabeth
4th row	LisaRoxanne
5th row	Laura

Value	Count	Frequency (%)
	1120	2.1%
and	625	1.1%
michael	460	0.8%
david	449	0.8%
sonder	423	0.8%
nyc	338	0.6%
john	337	0.6%
alex	330	0.6%
laura	293	0.5%
maria	244	0.4%
Other values (10259)	49968	91.5%

Most occurring characters

Value	Count	Frequency (%)
a	37929	12.7%
e	28680	9.6%
i	24284	8.1%
n	24092	8.0%
r	17861	6.0%
l	15327	5.1%
o	12743	4.3%
t	9401	3.1%
s	9147	3.1%
h	9040	3.0%
Other values (194)	110843	37.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	299347	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	37929	12.7%
e	28680	9.6%
i	24284	8.1%
n	24092	8.0%
r	17861	6.0%
l	15327	5.1%
o	12743	4.3%
t	9401	3.1%
s	9147	3.1%
h	9040	3.0%
Other values (194)	110843	37.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	299347	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	37929	12.7%
e	28680	9.6%
i	24284	8.1%
n	24092	8.0%
r	17861	6.0%
l	15327	5.1%
o	12743	4.3%
t	9401	3.1%
s	9147	3.1%
h	9040	3.0%
Other values (194)	110843	37.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	299347	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	37929	12.7%
e	28680	9.6%
i	24284	8.1%
n	24092	8.0%
r	17861	6.0%
l	15327	5.1%
o	12743	4.3%
t	9401	3.1%
s	9147	3.1%
h	9040	3.0%
Other values (194)	110843	37.0%

neighbourhood_group
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	382.1 KiB

Manhattan	21661
Brooklyn	20104
Queens	5666
Bronx	1091
Staten Island	373

Length

Max length	13
Median length	9
Mean length	8.1824522
Min length	5

Characters and Unicode

Total characters	400081
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Brooklyn
2nd row	Manhattan
3rd row	Manhattan
4th row	Brooklyn
5th row	Manhattan

Common Values

Value	Count	Frequency (%)
Manhattan	21661	44.3%
Brooklyn	20104	41.1%
Queens	5666	11.6%
Bronx	1091	2.2%
Staten Island	373	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
manhattan	21661	44.0%
brooklyn	20104	40.8%
queens	5666	11.5%
bronx	1091	2.2%
staten	373	0.8%
island	373	0.8%

Most occurring characters

Value	Count	Frequency (%)
n	70929	17.7%
a	65729	16.4%
t	44068	11.0%
o	41299	10.3%
M	21661	5.4%
h	21661	5.4%
B	21195	5.3%
r	21195	5.3%
l	20477	5.1%
y	20104	5.0%
Other values (10)	51763	12.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	400081	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	70929	17.7%
a	65729	16.4%
t	44068	11.0%
o	41299	10.3%
M	21661	5.4%
h	21661	5.4%
B	21195	5.3%
r	21195	5.3%
l	20477	5.1%
y	20104	5.0%
Other values (10)	51763	12.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	400081	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	70929	17.7%
a	65729	16.4%
t	44068	11.0%
o	41299	10.3%
M	21661	5.4%
h	21661	5.4%
B	21195	5.3%
r	21195	5.3%
l	20477	5.1%
y	20104	5.0%
Other values (10)	51763	12.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	400081	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	70929	17.7%
a	65729	16.4%
t	44068	11.0%
o	41299	10.3%
M	21661	5.4%
h	21661	5.4%
B	21195	5.3%
r	21195	5.3%
l	20477	5.1%
y	20104	5.0%
Other values (10)	51763	12.9%

neighbourhood
Text

Distinct	221
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	382.1 KiB

Length

Max length	26
Median length	17
Mean length	11.894795
Min length	4

Characters and Unicode

Total characters	581596
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	Kensington
2nd row	Midtown
3rd row	Harlem
4th row	Clinton Hill
5th row	East Harlem

Value	Count	Frequency (%)
east	6592	8.3%
side	4680	5.9%
williamsburg	3920	5.0%
harlem	3775	4.8%
upper	3769	4.8%
bedford-stuyvesant	3714	4.7%
heights	3586	4.5%
village	3164	4.0%
west	2759	3.5%
bushwick	2465	3.1%
Other values (233)	40681	51.4%

Most occurring characters

Value	Count	Frequency (%)
e	53470	9.2%
i	42282	7.3%
s	39625	6.8%
t	38587	6.6%
a	37608	6.5%
l	34448	5.9%
r	33667	5.8%
	30210	5.2%
n	26099	4.5%
o	24032	4.1%
Other values (44)	221568	38.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	581596	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	53470	9.2%
i	42282	7.3%
s	39625	6.8%
t	38587	6.6%
a	37608	6.5%
l	34448	5.9%
r	33667	5.8%
	30210	5.2%
n	26099	4.5%
o	24032	4.1%
Other values (44)	221568	38.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	581596	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	53470	9.2%
i	42282	7.3%
s	39625	6.8%
t	38587	6.6%
a	37608	6.5%
l	34448	5.9%
r	33667	5.8%
	30210	5.2%
n	26099	4.5%
o	24032	4.1%
Other values (44)	221568	38.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	581596	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	53470	9.2%
i	42282	7.3%
s	39625	6.8%
t	38587	6.6%
a	37608	6.5%
l	34448	5.9%
r	33667	5.8%
	30210	5.2%
n	26099	4.5%
o	24032	4.1%
Other values (44)	221568	38.1%

latitude
Real number (ℝ)

HIGH CORRELATION

Distinct	19048
Distinct (%)	39.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.728949

Minimum	40.49979
Maximum	40.91306
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	40.49979
5-th percentile	40.646114
Q1	40.6901
median	40.72307
Q3	40.763115
95-th percentile	40.825643
Maximum	40.91306
Range	0.41327
Interquartile range (IQR)	0.073015

Descriptive statistics

Standard deviation	0.054530078
Coefficient of variation (CV)	0.0013388531
Kurtosis	0.14884466
Mean	40.728949
Median Absolute Deviation (MAD)	0.03642
Skewness	0.23716656
Sum	1991442
Variance	0.0029735294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.71813	18	< 0.1%
40.68444	13	< 0.1%
40.69414	13	< 0.1%
40.68634	13	< 0.1%
40.76125	12	< 0.1%
40.68537	12	< 0.1%
40.71171	12	< 0.1%
40.71353	12	< 0.1%
40.76189	12	< 0.1%
40.68683	11	< 0.1%
Other values (19038)	48767	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.49979	1	< 0.1%
40.50641	1	< 0.1%
40.50708	1	< 0.1%
40.50868	1	< 0.1%
40.50873	1	< 0.1%
40.50943	1	< 0.1%
40.51133	1	< 0.1%
40.52211	1	< 0.1%
40.52293	1	< 0.1%
40.527	1	< 0.1%

Value	Count	Frequency (%)
40.91306	1	< 0.1%
40.91234	1	< 0.1%
40.91169	1	< 0.1%
40.91167	1	< 0.1%
40.90804	1	< 0.1%
40.90734	1	< 0.1%
40.90527	1	< 0.1%
40.90484	1	< 0.1%
40.90406	1	< 0.1%
40.90391	1	< 0.1%

longitude
Real number (ℝ)

HIGH CORRELATION

Distinct	14718
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-73.95217

Minimum	-74.24442
Maximum	-73.71299
Zeros	0
Zeros (%)	0.0%
Negative	48895
Negative (%)	100.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	-74.24442
5-th percentile	-74.00388
Q1	-73.98307
median	-73.95568
Q3	-73.936275
95-th percentile	-73.865771
Maximum	-73.71299
Range	0.53143
Interquartile range (IQR)	0.046795

Descriptive statistics

Standard deviation	0.046156736
Coefficient of variation (CV)	-0.0006241431
Kurtosis	5.0216461
Mean	-73.95217
Median Absolute Deviation (MAD)	0.02485
Skewness	1.2842102
Sum	-3615891.3
Variance	0.0021304443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-73.95677	18	< 0.1%
-73.95427	18	< 0.1%
-73.95405	17	< 0.1%
-73.9506	16	< 0.1%
-73.94791	16	< 0.1%
-73.95332	16	< 0.1%
-73.95136	16	< 0.1%
-73.95669	15	< 0.1%
-73.95742	15	< 0.1%
-73.94537	15	< 0.1%
Other values (14708)	48733	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74.24442	1	< 0.1%
-74.24285	1	< 0.1%
-74.24084	1	< 0.1%
-74.23986	1	< 0.1%
-74.23914	1	< 0.1%
-74.23803	1	< 0.1%
-74.23059	1	< 0.1%
-74.21238	1	< 0.1%
-74.21017	1	< 0.1%
-74.20941	1	< 0.1%

Value	Count	Frequency (%)
-73.71299	1	< 0.1%
-73.7169	1	< 0.1%
-73.71795	1	< 0.1%
-73.71829	1	< 0.1%
-73.71928	1	< 0.1%
-73.72173	1	< 0.1%
-73.72179	1	< 0.1%
-73.72247	1	< 0.1%
-73.72435	1	< 0.1%
-73.72581	1	< 0.1%

room_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	382.1 KiB

Entire home/apt	25409
Private room	22326
Shared room	1160

Length

Max length	15
Median length	15
Mean length	13.535269
Min length	11

Characters and Unicode

Total characters	661807
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Private room
2nd row	Entire home/apt
3rd row	Private room
4th row	Entire home/apt
5th row	Entire home/apt

Common Values

Value	Count	Frequency (%)
Entire home/apt	25409	52.0%
Private room	22326	45.7%
Shared room	1160	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
entire	25409	26.0%
home/apt	25409	26.0%
room	23486	24.0%
private	22326	22.8%
shared	1160	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	74304	11.2%
t	73144	11.1%
o	72381	10.9%
r	72381	10.9%
a	48895	7.4%
	48895	7.4%
m	48895	7.4%
i	47735	7.2%
h	26569	4.0%
p	25409	3.8%
Other values (7)	123199	18.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	661807	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	74304	11.2%
t	73144	11.1%
o	72381	10.9%
r	72381	10.9%
a	48895	7.4%
	48895	7.4%
m	48895	7.4%
i	47735	7.2%
h	26569	4.0%
p	25409	3.8%
Other values (7)	123199	18.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	661807	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	74304	11.2%
t	73144	11.1%
o	72381	10.9%
r	72381	10.9%
a	48895	7.4%
	48895	7.4%
m	48895	7.4%
i	47735	7.2%
h	26569	4.0%
p	25409	3.8%
Other values (7)	123199	18.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	661807	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	74304	11.2%
t	73144	11.1%
o	72381	10.9%
r	72381	10.9%
a	48895	7.4%
	48895	7.4%
m	48895	7.4%
i	47735	7.2%
h	26569	4.0%
p	25409	3.8%
Other values (7)	123199	18.6%

price
Real number (ℝ)

Distinct	674
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.72069

Minimum	0
Maximum	10000
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	0
5-th percentile	40
Q1	69
median	106
Q3	175
95-th percentile	355
Maximum	10000
Range	10000
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	240.15417
Coefficient of variation (CV)	1.5725058
Kurtosis	585.67288
Mean	152.72069
Median Absolute Deviation (MAD)	46
Skewness	19.118939
Sum	7467278
Variance	57674.025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	2051	4.2%
150	2047	4.2%
50	1534	3.1%
60	1458	3.0%
200	1401	2.9%
75	1370	2.8%
80	1272	2.6%
65	1190	2.4%
70	1170	2.4%
120	1130	2.3%
Other values (664)	34272	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	< 0.1%
10	17	< 0.1%
11	3	< 0.1%
12	4	< 0.1%
13	1	< 0.1%
15	6	< 0.1%
16	6	< 0.1%
18	2	< 0.1%
19	4	< 0.1%
20	33	0.1%

Value	Count	Frequency (%)
10000	3	< 0.1%
9999	3	< 0.1%
8500	1	< 0.1%
8000	1	< 0.1%
7703	1	< 0.1%
7500	2	< 0.1%
6800	1	< 0.1%
6500	3	< 0.1%
6419	1	< 0.1%
6000	2	< 0.1%

minimum_nights
Real number (ℝ)

SKEWED

Distinct	109
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0299622

Minimum	1
Maximum	1250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	5
95-th percentile	30
Maximum	1250
Range	1249
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	20.51055
Coefficient of variation (CV)	2.9175903
Kurtosis	854.07166
Mean	7.0299622
Median Absolute Deviation (MAD)	2
Skewness	21.827275
Sum	343730
Variance	420.68264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12720	26.0%
2	11696	23.9%
3	7999	16.4%
30	3760	7.7%
4	3303	6.8%
5	3034	6.2%
7	2058	4.2%
6	752	1.5%
14	562	1.1%
10	483	1.0%
Other values (99)	2528	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12720	26.0%
2	11696	23.9%
3	7999	16.4%
4	3303	6.8%
5	3034	6.2%
6	752	1.5%
7	2058	4.2%
8	130	0.3%
9	80	0.2%
10	483	1.0%

Value	Count	Frequency (%)
1250	1	< 0.1%
1000	1	< 0.1%
999	3	< 0.1%
500	5	< 0.1%
480	1	< 0.1%
400	1	< 0.1%
370	1	< 0.1%
366	1	< 0.1%
365	29	0.1%
364	1	< 0.1%

number_of_reviews
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	394
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.274466

Minimum	0
Maximum	629
Zeros	10052
Zeros (%)	20.6%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	24
95-th percentile	114
Maximum	629
Range	629
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	44.550582
Coefficient of variation (CV)	1.9141398
Kurtosis	19.529788
Mean	23.274466
Median Absolute Deviation (MAD)	5
Skewness	3.6906346
Sum	1138005
Variance	1984.7544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10052	20.6%
1	5244	10.7%
2	3465	7.1%
3	2520	5.2%
4	1994	4.1%
5	1618	3.3%
6	1357	2.8%
7	1179	2.4%
8	1127	2.3%
9	964	2.0%
Other values (384)	19375	39.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10052	20.6%
1	5244	10.7%
2	3465	7.1%
3	2520	5.2%
4	1994	4.1%
5	1618	3.3%
6	1357	2.8%
7	1179	2.4%
8	1127	2.3%
9	964	2.0%

Value	Count	Frequency (%)
629	1	< 0.1%
607	1	< 0.1%
597	1	< 0.1%
594	1	< 0.1%
576	1	< 0.1%
543	1	< 0.1%
540	1	< 0.1%
510	1	< 0.1%
488	1	< 0.1%
480	1	< 0.1%

last_review
Date

MISSING

Distinct	1764
Distinct (%)	4.5%
Missing	10052
Missing (%)	20.6%
Memory size	382.1 KiB

Minimum	2011-03-28 00:00:00
Maximum	2019-07-08 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

reviews_per_month
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	937
Distinct (%)	2.4%
Missing	10052
Missing (%)	20.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.3732214

Minimum	0.01
Maximum	58.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.19
median	0.72
Q3	2.02
95-th percentile	4.64
Maximum	58.5
Range	58.49
Interquartile range (IQR)	1.83

Descriptive statistics

Standard deviation	1.680442
Coefficient of variation (CV)	1.2237225
Kurtosis	42.493469
Mean	1.3732214
Median Absolute Deviation (MAD)	0.62
Skewness	3.1301885
Sum	53340.04
Variance	2.8238853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	919	1.9%
1	893	1.8%
0.05	893	1.8%
0.03	804	1.6%
0.16	667	1.4%
0.04	655	1.3%
0.08	596	1.2%
0.09	593	1.2%
0.06	579	1.2%
0.11	539	1.1%
Other values (927)	31705	64.8%
(Missing)	10052	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	42	0.1%
0.02	919	1.9%
0.03	804	1.6%
0.04	655	1.3%
0.05	893	1.8%
0.06	579	1.2%
0.07	466	1.0%
0.08	596	1.2%
0.09	593	1.2%
0.1	457	0.9%

Value	Count	Frequency (%)
58.5	1	< 0.1%
27.95	1	< 0.1%
20.94	1	< 0.1%
19.75	1	< 0.1%
17.82	1	< 0.1%
16.81	1	< 0.1%
16.22	1	< 0.1%
16.03	1	< 0.1%
15.78	1	< 0.1%
15.32	1	< 0.1%

calculated_host_listings_count
Real number (ℝ)

Distinct	47
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.143982

Minimum	1
Maximum	327
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	15
Maximum	327
Range	326
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	32.952519
Coefficient of variation (CV)	4.6126262
Kurtosis	67.550888
Mean	7.143982
Median Absolute Deviation (MAD)	0
Skewness	7.9331739
Sum	349305
Variance	1085.8685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1	32303	66.1%
2	6658	13.6%
3	2853	5.8%
4	1440	2.9%
5	845	1.7%
6	570	1.2%
8	416	0.9%
7	399	0.8%
327	327	0.7%
9	234	0.5%
Other values (37)	2850	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32303	66.1%
2	6658	13.6%
3	2853	5.8%
4	1440	2.9%
5	845	1.7%
6	570	1.2%
7	399	0.8%
8	416	0.9%
9	234	0.5%
10	210	0.4%

Value	Count	Frequency (%)
327	327	0.7%
232	232	0.5%
121	121	0.2%
103	103	0.2%
96	192	0.4%
91	91	0.2%
87	87	0.2%
65	65	0.1%
52	104	0.2%
50	50	0.1%

availability_365
Real number (ℝ)

ZEROS

Distinct	366
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.78133

Minimum	0
Maximum	365
Zeros	17533
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	382.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	45
Q3	227
95-th percentile	359
Maximum	365
Range	365
Interquartile range (IQR)	227

Descriptive statistics

Standard deviation	131.62229
Coefficient of variation (CV)	1.1670575
Kurtosis	-0.99753405
Mean	112.78133
Median Absolute Deviation (MAD)	45
Skewness	0.76340758
Sum	5514443
Variance	17324.427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17533	35.9%
365	1295	2.6%
364	491	1.0%
1	408	0.8%
89	361	0.7%
5	340	0.7%
3	306	0.6%
179	301	0.6%
90	290	0.6%
2	270	0.6%
Other values (356)	27300	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17533	35.9%
1	408	0.8%
2	270	0.6%
3	306	0.6%
4	233	0.5%
5	340	0.7%
6	245	0.5%
7	219	0.4%
8	233	0.5%
9	193	0.4%

Value	Count	Frequency (%)
365	1295	2.6%
364	491	1.0%
363	239	0.5%
362	166	0.3%
361	111	0.2%
360	102	0.2%
359	135	0.3%
358	180	0.4%
357	95	0.2%
356	78	0.2%

Auto

Heatmap
Table

	availability_365	calculated_host_listings_count	host_id	id	latitude	longitude	minimum_nights	neighbourhood_group	number_of_reviews	price	reviews_per_month	room_type
availability_365	1.000	0.407	0.173	0.166	-0.007	0.069	0.076	0.083	0.237	0.086	0.392	0.087
calculated_host_listings_count	0.407	1.000	0.147	0.135	0.004	0.064	0.064	0.089	0.056	-0.106	0.146	0.097
host_id	0.173	0.147	1.000	0.559	0.050	0.109	-0.130	0.100	-0.128	-0.072	0.268	0.092
id	0.166	0.135	0.559	1.000	0.005	0.071	-0.058	0.064	-0.308	-0.021	0.360	0.070
latitude	-0.007	0.004	0.050	0.005	1.000	0.035	0.022	0.539	-0.044	0.136	-0.023	0.117
longitude	0.069	0.064	0.109	0.071	0.035	1.000	-0.119	0.654	0.080	-0.438	0.119	0.158
minimum_nights	0.076	0.064	-0.130	-0.058	0.022	-0.119	1.000	0.003	-0.175	0.101	-0.289	0.012
neighbourhood_group	0.083	0.089	0.100	0.064	0.539	0.654	0.003	1.000	-0.021	0.125	0.048	0.126
number_of_reviews	0.237	0.056	-0.128	-0.308	-0.044	0.080	-0.175	-0.021	1.000	-0.055	0.706	0.021
price	0.086	-0.106	-0.072	-0.021	0.136	-0.438	0.101	0.125	-0.055	1.000	-0.019	0.025
reviews_per_month	0.392	0.146	0.268	0.360	-0.023	0.119	-0.289	0.048	0.706	-0.019	1.000	0.029
room_type	0.087	0.097	0.092	0.070	0.117	0.158	0.012	0.126	0.021	0.025	0.029	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	id	name	host_id	host_name	neighbourhood_group	neighbourhood	latitude	longitude	room_type	price	minimum_nights	number_of_reviews	last_review	reviews_per_month	calculated_host_listings_count	availability_365
0	2539	Clean & quiet apt home by the park	2787	John	Brooklyn	Kensington	40.64749	-73.97237	Private room	149	1	9	2018-10-19	0.21	6	365
1	2595	Skylit Midtown Castle	2845	Jennifer	Manhattan	Midtown	40.75362	-73.98377	Entire home/apt	225	1	45	2019-05-21	0.38	2	355
2	3647	THE VILLAGE OF HARLEM....NEW YORK !	4632	Elisabeth	Manhattan	Harlem	40.80902	-73.94190	Private room	150	3	0	NaN	NaN	1	365
3	3831	Cozy Entire Floor of Brownstone	4869	LisaRoxanne	Brooklyn	Clinton Hill	40.68514	-73.95976	Entire home/apt	89	1	270	2019-07-05	4.64	1	194
4	5022	Entire Apt: Spacious Studio/Loft by central park	7192	Laura	Manhattan	East Harlem	40.79851	-73.94399	Entire home/apt	80	10	9	2018-11-19	0.10	1	0
5	5099	Large Cozy 1 BR Apartment In Midtown East	7322	Chris	Manhattan	Murray Hill	40.74767	-73.97500	Entire home/apt	200	3	74	2019-06-22	0.59	1	129
6	5121	BlissArtsSpace!	7356	Garon	Brooklyn	Bedford-Stuyvesant	40.68688	-73.95596	Private room	60	45	49	2017-10-05	0.40	1	0
7	5178	Large Furnished Room Near B'way	8967	Shunichi	Manhattan	Hell's Kitchen	40.76489	-73.98493	Private room	79	2	430	2019-06-24	3.47	1	220
8	5203	Cozy Clean Guest Room - Family Apt	7490	MaryEllen	Manhattan	Upper West Side	40.80178	-73.96723	Private room	79	2	118	2017-07-21	0.99	1	0
9	5238	Cute & Cozy Lower East Side 1 bdrm	7549	Ben	Manhattan	Chinatown	40.71344	-73.99037	Entire home/apt	150	1	160	2019-06-09	1.33	4	188

	id	name	host_id	host_name	neighbourhood_group	neighbourhood	latitude	longitude	room_type	price	minimum_nights	last_review	reviews_per_month	calculated_host_listings_count	availability_365
48885	36482809	Stunning Bedroom NYC! Walking to Central Park!!	131529729	Kendall	Manhattan	East Harlem	40.79633	-73.93605	Private room	75	2	NaN	NaN	2	353
48886	36483010	Comfy 1 Bedroom in Midtown East	274311461	Scott	Manhattan	Midtown	40.75561	-73.96723	Entire home/apt	200	6	NaN	NaN	1	176
48887	36483152	Garden Jewel Apartment in Williamsburg New York	208514239	Melki	Brooklyn	Williamsburg	40.71232	-73.94220	Entire home/apt	170	1	NaN	NaN	3	365
48888	36484087	Spacious Room w/ Private Rooftop, Central location	274321313	Kat	Manhattan	Hell's Kitchen	40.76392	-73.99183	Private room	125	4	NaN	NaN	1	31
48889	36484363	QUIT PRIVATE HOUSE	107716952	Michael	Queens	Jamaica	40.69137	-73.80844	Private room	65	1	NaN	NaN	2	163
48890	36484665	Charming one bedroom - newly renovated rowhouse	8232441	Sabrina	Brooklyn	Bedford-Stuyvesant	40.67853	-73.94995	Private room	70	2	NaN	NaN	2	9
48891	36485057	Affordable room in Bushwick/East Williamsburg	6570630	Marisol	Brooklyn	Bushwick	40.70184	-73.93317	Private room	40	4	NaN	NaN	2	36
48892	36485431	Sunny Studio at Historical Neighborhood	23492952	Ilgar & Aysel	Manhattan	Harlem	40.81475	-73.94867	Entire home/apt	115	10	NaN	NaN	1	27
48893	36485609	43rd St. Time Square-cozy single bed	30985759	Taz	Manhattan	Hell's Kitchen	40.75751	-73.99112	Shared room	55	1	NaN	NaN	6	2
48894	36487245	Trendy duplex in the very heart of Hell's Kitchen	68119814	Christophe	Manhattan	Hell's Kitchen	40.76404	-73.98933	Private room	90	7	NaN	NaN	1	23

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample